Publications
A. Kofnov, D. Kapla, E. Bartocci & E. Bura.
Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs.
Forty-second International Conference on Machine Learning, 2025.
Url:
https://icml.cc/virtual/2025/poster/44916
D. Kapla, L. Fertl & E. Bura.
Fusing sufficient dimension reduction with neural networks.
Comput. Statist. Data Anal., 168:Paper No. 107390, 20, 2022.
Doi:
10.1016/j.csda.2021.107390
R.M. Pfeiffer, D. Kapla & E. Bura.
Least squares and maximum likelihood estimation of sufficient reductions in regressions with matrix-valued predictors.
Int J Data Sci Anal, 2020.
Doi:
10.1007/s41060-020-00228-y
M. Jenny, M. Haselmayer & D. Kapla.
Measuring incivility in parliamentary debates : validating a sentiment analysis procedure with calls to order in the austrian parliament.
In A. S. Walter, editor, Political Incivility in the Parliamentary, Electoral and Media Arena : Crossing Boundaries, Routledge studies on political parties and party systems, pages 1--11. Routledge, London, 2021.
Presentations
ICML 2025 poster (16 July 2025): Url:
https://icml.cc/virtual/2025/poster/44916,
(title: Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs) [pdf]
Fusing Sufficient Dimension Reduction with Neural Networks.
- Statistics seminar, University of Jyväskylä, Finnland; Dec 3, 2021
- Working group on nonparametric statistics and statistical learning (NSSL), PSU (Bing Li); Nov 8, 2022
- Florida State for Xin Zhang and students; Nov 22, 2022
Higher order parametric inverse regression
Dec 17, 2022; CMStatistics 2022, Session EO410 (Dimension reduction and modeling of complex data structures) organized by Joni Virta
Workshop (with poster):
Workshop on Learning and Inference from Structured Data: Universality, Correlations and Beyond
(3 - 7 July 2023) ICTP - The Abdus Salam International Centre for Theoretical Physics;
Url:
https://indico.ictp.it/event/10184/overview,
(poster title: Linear Models: Multi-Array Valued Predictors)
Awards
Förderpreise 2025 from the ÖSG (Österreichische Statistische Gesellschaft) in Theoretical Statistics.
Thesis
Dissertation:
Sufficient Dimension Reduction for Structured and Big Data. 2024
[pdf]
Master:
Comparison of Different Word Embeddings and Neural Networks Types for Sentiment Analysis of German Political Speeches. 2019
[pdf]
Bachelor:
Graph Visualisation. 2016
[pdf]